The Fourth Vector began its journey in New Zealand and now operates across South Korea, Singapore, and New Zealand. At its helm is a management team of three, each leading from one of these regions, bringing diverse perspectives and a shared vision shaped by years of collaboration. Our advisors and experts strengthen this foundation, each holding a doctorate in their domain or decades of real-world experience. Supporting them is a dedicated technology team of developers, engineers, and data scientists who transform expertise into practical, high-impact solutions. Together, this international team unites academic insight, leadership, and technical execution to drive innovation and empower enterprises toward true technological independence.
The Team
Selected Publications
- Odiathevar, Murugaraj, et al. “An online offline framework for anomaly scoring and detecting new traffic in network streams.” IEEE Transactions on Knowledge and Data Engineering 34.11 (2021): 5166-5181. (https://ieeexplore.ieee.org/abstract/document/9319564/)
- Odiathevar, Murugaraj, Winston KG Seah, and Marcus Frean. “A bayesian approach to distributed anomaly detection in edge ai networks.” IEEE Transactions on Parallel and Distributed Systems 33.12 (2022): 3306-3320. (https://ieeexplore.ieee.org/abstract/document/9714821)
- Cameron, Duncan E., et al. “Polus: detecting and characterising latency under load in multi-bottleneck wireless internet service provider networks.” NOMS 2024-2024 IEEE Network Operations and Management Symposium. IEEE, 2024. (https://ieeexplore.ieee.org/abstract/document/9352890)
- Huang, J., Odiathevar, M., Valera, A., Sahni, J., Frean, M., & Seah, W. K. (2024, April). Realtime BGP anomaly detection using graph centrality features. In International Conference on Advanced Information Networking and Applications (pp. 222-233). Cham: Springer Nature Switzerland. (https://link.springer.com/chapter/10.1007/978-3-031-57870-0_20)
- Hao, J., Wang, L., Odiathevar, M., Seah, W. K., Xu, G., Huang, B., & Gao, Y. (2025). Prune-based Deep Reinforcement Learning Offloading Algorithm for Mobile Edge Computing. IEEE Transactions on Cognitive Communications and Networking. (https://ieeexplore.ieee.org/abstract/document/11201276)
- Cameron, D. E., Odiathevar, M., Valera, A. C., & Seah, W. K. (2025, April). ElasticRoute: Dynamic Flow Routing for Wireless Access Networks. In International Conference on Advanced Information Networking and Applications (pp. 60-72). Cham: Springer Nature Switzerland. (https://link.springer.com/chapter/10.1007/978-3-031-87763-6_6)
- Cameron, D. E., Odiathevar, M., Valera, A. C., & Seah, W. K. (2024, April). ElasticWISP-NG: towards dynamic resource provisioning for WISP access networks. In International Conference on Advanced Information Networking and Applications (pp. 55-66). Cham: Springer Nature Switzerland.
Chicago (https://link.springer.com/chapter/10.1007/978-3-031-87763-6_6) - Cameron, D. E., Odiathevar, M., Valera, A. C., & Seah, W. K. (2024, May). Polus: detecting and characterising latency under load in multi-bottleneck wireless internet service provider networks. In NOMS 2024-2024 IEEE Network Operations and Management Symposium (pp. 1-7). IEEE (https://ieeexplore.ieee.org/abstract/document/10575407)
- Cao, Y., Odiathevar, M., Seah, W. K., Xu, G., & Zhang, F. (2025, August). Secure Personalized Federated Learning Based on Oblivious Transfer. In 2025 34th International Conference on Computer Communications and Networks (ICCCN) (pp. 1-6). IEEE. (https://ieeexplore.ieee.org/abstract/document/11133849)
- Odiathevar, Murugaraj, and Kim Chung Yup. “Simulating Application Behavior for Network Monitoring and Security.” arXiv preprint arXiv:2502.01049 (2025). (https://arxiv.org/abs/2502.01049)
Research group : https://ecs.wgtn.ac.nz/Groups/WiNe/ResearchTeam
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